BeliefScope: Diagnosing Evidence-Driven Revision and Pressure-Induced Shifts in Large Language Models

arXiv:2610.11305 · cs.CL · Submitted 2026-10-08 · Read on arXiv

cs.CL

Submitted: 2026-10-08

Updated: 2026-10-08

Comments: 18 pages, 13 figures, 18 tables. Includes appendices

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Ablation — 13× in this paper · explained in 1 episode
Sycophancy — 12× in this paper · explained in 4 episodes
Consistency — 8× in this paper · explained in 3 episodes
AUC — 7× in this paper · explained in 2 episodes
Benchmark — 6× in this paper · explained in 2 episodes
Core — 5× in this paper · explained in 2 episodes
Aggregation — 2× in this paper · explained in 1 episode
Calibration — 2× in this paper · explained in 7 episodes
Actor — 1× in this paper · explained in 3 episodes
Adaptability — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Causal Inference — 1× in this paper · explained in 4 episodes
Epistemic Uncertainty — 1× in this paper · explained in 9 episodes
LLM judge — 1× in this paper · explained in 2 episodes
LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
Pairwise Comparisons — 1× in this paper · explained in 2 episodes
Robustness — 1× in this paper · explained in 5 episodes

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